Bayesian techniques and the principle of maximum entropy in ion-beam analysis applications

被引:6
作者
Prozesky, VM
Padayachee, J
Fischer, R
von der Linden, W
Dose, V
Weller, RA
机构
[1] Natl Accelerator Ctr, Van de Graaff Grp, ZA-7131 Faure, South Africa
[2] Max Planck Inst Plasma Phys, Surface Phys Div, D-85748 Garching, Germany
[3] Vanderbilt Univ, Nashville, TN 37235 USA
关键词
Ion-Beam Analysis; Bayesian; Maximum Entropy;
D O I
10.1016/S0168-583X(97)00806-9
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
The Bayesian Formalism (BF) and the principle of Maximum Entropy (MaxEnt) are applied to techniques relevant to Ion-Beam Analysis (IBA). The BF is an efficient and theoretically sound method of information recovery, and when applied together with an entropic prior it has special applications in solving ill-posed inverse problems, e.g. the deconvolution of the detector response function from PIXE or RES spectra. Results include the recovery of depth profiles in PIXE using a two-detector set-up. The deconvolution of RES spectra using the BF is also compared to more conventional deconvolution techniques, namely Fourier Transforms and the non-linear Jansson method. (C) 1998 Published by Elsevier Science B.V.
引用
收藏
页码:1146 / 1151
页数:6
相关论文
共 22 条
[1]  
Bracewell R., 1984, FOURIER TRANSFORM IT
[2]   DECONVOLUTION OF ONE-DIMENSIONAL MICROPROBE SCANS USING THE NONLINEAR JANSSON METHOD [J].
COOTE, GE ;
KWAN, BP .
NUCLEAR INSTRUMENTS & METHODS IN PHYSICS RESEARCH SECTION B-BEAM INTERACTIONS WITH MATERIALS AND ATOMS, 1995, 104 (1-4) :228-232
[3]  
DOSE V, COMMUNICATION
[4]  
FISCHER R, PHYS REV E, V55
[5]  
Fischer R., 1997, P MAX ENTR C 1996 S, P21
[6]  
GULL SF, 1989, J SKILLING, P53
[7]  
Jansson P. A., 1984, DECONVOLUTION APPL S
[8]  
JAYNES ET, 1990, FUND THEOR, V39, P1
[9]   THE DETERMINATION OF DEPTH PROFILES FROM ANGLE-DEPENDENT XPS USING MAXIMUM-ENTROPY DATA-ANALYSIS [J].
LIVESEY, AK ;
SMITH, GC .
JOURNAL OF ELECTRON SPECTROSCOPY AND RELATED PHENOMENA, 1994, 67 (03) :439-461
[10]   DECONVOLUTION OF MASS-SPECTRA [J].
MARCHETTI, AA ;
MIGNEREY, AC .
NUCLEAR INSTRUMENTS & METHODS IN PHYSICS RESEARCH SECTION A-ACCELERATORS SPECTROMETERS DETECTORS AND ASSOCIATED EQUIPMENT, 1993, 324 (1-2) :288-296